Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 3687 |
| Missing cells | 9680 |
| Missing cells (%) | 18.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 403.4 KiB |
| Average record size in memory | 112.0 B |
Variable types
| Numeric | 7 |
|---|---|
| Text | 2 |
| Boolean | 2 |
| Categorical | 3 |
add_certificate has constant value "" | Constant |
Id is highly overall correlated with price and 5 other fields | High correlation |
price is highly overall correlated with Id and 2 other fields | High correlation |
num_subscribers is highly overall correlated with Id and 3 other fields | High correlation |
content_duration is highly overall correlated with Id and 4 other fields | High correlation |
ingreso_por_curso is highly overall correlated with Id and 3 other fields | High correlation |
price_Certificate is highly overall correlated with ingreso_por_curso and 2 other fields | High correlation |
is_paid is highly overall correlated with Id and 5 other fields | High correlation |
plataforma is highly overall correlated with Id and 4 other fields | High correlation |
language is highly imbalanced (80.3%) | Imbalance |
is_paid has 491 (13.3%) missing values | Missing |
price has 491 (13.3%) missing values | Missing |
level has 287 (7.8%) missing values | Missing |
content_duration has 491 (13.3%) missing values | Missing |
rating has 867 (23.5%) missing values | Missing |
language has 448 (12.2%) missing values | Missing |
category has 448 (12.2%) missing values | Missing |
ingreso_por_curso has 491 (13.3%) missing values | Missing |
add_certificate has 2833 (76.8%) missing values | Missing |
price_Certificate has 2833 (76.8%) missing values | Missing |
num_subscribers is highly skewed (γ1 = 38.93832754) | Skewed |
Id is uniformly distributed | Uniform |
Id has unique values | Unique |
price has 1070 (29.0%) zeros | Zeros |
ingreso_por_curso has 236 (6.4%) zeros | Zeros |
Reproduction
| Analysis started | 2023-06-17 01:48:02.861906 |
|---|---|
| Analysis finished | 2023-06-17 01:48:17.023082 |
| Duration | 14.16 seconds |
| Software version | ydata-profiling vv4.2.0 |
| Download configuration | config.json |
Id
Real number (ℝ)
HIGH CORRELATION  UNIFORM  UNIQUE 
| Distinct | 3687 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1844 |
| Minimum | 1 |
|---|---|
| Maximum | 3687 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 28.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 185.3 |
| Q1 | 922.5 |
| median | 1844 |
| Q3 | 2765.5 |
| 95-th percentile | 3502.7 |
| Maximum | 3687 |
| Range | 3686 |
| Interquartile range (IQR) | 1843 |
Descriptive statistics
| Standard deviation | 1064.4895 |
|---|---|
| Coefficient of variation (CV) | 0.57727199 |
| Kurtosis | -1.2 |
| Mean | 1844 |
| Median Absolute Deviation (MAD) | 922 |
| Skewness | 0 |
| Sum | 6798828 |
| Variance | 1133138 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2450 | 1 | < 0.1% |
| 2452 | 1 | < 0.1% |
| 2453 | 1 | < 0.1% |
| 2454 | 1 | < 0.1% |
| 2455 | 1 | < 0.1% |
| 2456 | 1 | < 0.1% |
| 2457 | 1 | < 0.1% |
| 2458 | 1 | < 0.1% |
| 2459 | 1 | < 0.1% |
| Other values (3677) | 3677 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 3687 | 1 | |
| 3686 | 1 | |
| 3685 | 1 | |
| 3684 | 1 | |
| 3683 | 1 | |
| 3682 | 1 | |
| 3681 | 1 | |
| 3680 | 1 | |
| 3679 | 1 | |
| 3678 | 1 |
course_title
Text
| Distinct | 3652 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 28.9 KiB |
Length
| Max length | 243 |
|---|---|
| Median length | 84 |
| Mean length | 43.252509 |
| Min length | 7 |
Characters and Unicode
| Total characters | 159472 |
|---|---|
| Distinct characters | 466 |
| Distinct categories | 16 ? |
| Distinct scripts | 8 ? |
| Distinct blocks | 12 ? |
Unique
| Unique | 3624 ? |
|---|---|
| Unique (%) | 98.3% |
Sample
| 1st row | Ultimate Investment Banking Course |
|---|---|
| 2nd row | Complete GST Course & Certification - Grow Your CA Practice |
| 3rd row | Financial Modeling for Business Analysts and Consultants |
| 4th row | Beginner to Pro - Financial Analysis in Excel 2017 |
| 5th row | How To Maximize Your Profits Trading Options |
| Value | Count | Frequency (%) |
| 786 | 3.3% | |
| to | 669 | 2.8% |
| and | 661 | 2.8% |
| for | 543 | 2.3% |
| the | 494 | 2.1% |
| a | 362 | 1.5% |
| learn | 327 | 1.4% |
| in | 325 | 1.4% |
| with | 298 | 1.2% |
| of | 228 | 1.0% |
| Other values (4377) | 19202 |
Most occurring characters
| Value | Count | Frequency (%) |
| 20290 | 12.7% | |
| e | 12782 | 8.0% |
| n | 10735 | 6.7% |
| i | 9981 | 6.3% |
| a | 9922 | 6.2% |
| o | 9678 | 6.1% |
| t | 8980 | 5.6% |
| r | 8768 | 5.5% |
| s | 7387 | 4.6% |
| l | 4683 | 2.9% |
| Other values (456) | 56266 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 113753 | |
| Space Separator | 20309 | 12.7% |
| Uppercase Letter | 19839 | 12.4% |
| Other Punctuation | 2133 | 1.3% |
| Decimal Number | 1394 | 0.9% |
| Other Letter | 983 | 0.6% |
| Dash Punctuation | 675 | 0.4% |
| Close Punctuation | 120 | 0.1% |
| Open Punctuation | 120 | 0.1% |
| Math Symbol | 75 | < 0.1% |
| Other values (6) | 71 | < 0.1% |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| ل | 46 | 4.7% |
| ا | 41 | 4.2% |
| و | 24 | 2.4% |
| ي | 19 | 1.9% |
| ス | 19 | 1.9% |
| で | 19 | 1.9% |
| م | 19 | 1.9% |
| ン | 17 | 1.7% |
| の | 17 | 1.7% |
| ر | 16 | 1.6% |
| Other values (281) | 746 |
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 12782 | |
| n | 10735 | |
| i | 9981 | 8.8% |
| a | 9922 | 8.7% |
| o | 9678 | 8.5% |
| t | 8980 | 7.9% |
| r | 8768 | 7.7% |
| s | 7387 | 6.5% |
| l | 4683 | 4.1% |
| c | 4401 | 3.9% |
| Other values (61) | 26436 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1877 | 9.5% |
| C | 1741 | 8.8% |
| P | 1680 | 8.5% |
| T | 1460 | 7.4% |
| A | 1332 | 6.7% |
| B | 1232 | 6.2% |
| M | 1120 | 5.6% |
| F | 1037 | 5.2% |
| L | 1037 | 5.2% |
| D | 1016 | 5.1% |
| Other values (27) | 6307 |
Other Punctuation
| Value | Count | Frequency (%) |
| : | 989 | |
| , | 340 | 15.9% |
| & | 230 | 10.8% |
| . | 167 | 7.8% |
| ! | 146 | 6.8% |
| ' | 108 | 5.1% |
| / | 61 | 2.9% |
| # | 25 | 1.2% |
| " | 20 | 0.9% |
| ? | 16 | 0.8% |
| Other values (8) | 31 | 1.5% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 363 | |
| 2 | 238 | |
| 0 | 222 | |
| 5 | 150 | |
| 3 | 136 | 9.8% |
| 4 | 98 | 7.0% |
| 6 | 60 | 4.3% |
| 7 | 55 | 3.9% |
| 8 | 36 | 2.6% |
| 9 | 31 | 2.2% |
| Other values (3) | 5 | 0.4% |
Math Symbol
| Value | Count | Frequency (%) |
| + | 36 | |
| | | 33 | |
| > | 2 | 2.7% |
| | | 1 | 1.3% |
| ≪ | 1 | 1.3% |
| ≫ | 1 | 1.3% |
| = | 1 | 1.3% |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 109 | |
| 」 | 3 | 2.5% |
| ) | 3 | 2.5% |
| ] | 2 | 1.7% |
| 】 | 2 | 1.7% |
| } | 1 | 0.8% |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 109 | |
| 「 | 3 | 2.5% |
| ( | 3 | 2.5% |
| [ | 2 | 1.7% |
| 【 | 2 | 1.7% |
| { | 1 | 0.8% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 648 | |
| – | 24 | 3.6% |
| 〜 | 2 | 0.3% |
| — | 1 | 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 20290 | ||
| 12 | 0.1% | |
| 7 | < 0.1% |
Letter Number
| Value | Count | Frequency (%) |
| Ⅰ | 2 | |
| Ⅱ | 1 | |
| Ⅲ | 1 |
Other Symbol
| Value | Count | Frequency (%) |
| ® | 12 | |
| ™ | 2 | 14.3% |
Modifier Symbol
| Value | Count | Frequency (%) |
| ` | 1 | |
| ´ | 1 |
Final Punctuation
| Value | Count | Frequency (%) |
| ’ | 24 |
Modifier Letter
| Value | Count | Frequency (%) |
| ー | 23 |
Control
| Value | Count | Frequency (%) |
| 4 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 133378 | |
| Common | 24893 | 15.6% |
| Han | 318 | 0.2% |
| Arabic | 285 | 0.2% |
| Cyrillic | 218 | 0.1% |
| Katakana | 192 | 0.1% |
| Hiragana | 179 | 0.1% |
| Hangul | 9 | < 0.1% |
Most frequent character per script
Han
| Value | Count | Frequency (%) |
| 学 | 14 | 4.4% |
| 資 | 7 | 2.2% |
| 日 | 7 | 2.2% |
| 入 | 6 | 1.9% |
| 基 | 6 | 1.9% |
| 投 | 5 | 1.6% |
| 礎 | 5 | 1.6% |
| 分 | 5 | 1.6% |
| 生 | 5 | 1.6% |
| 式 | 5 | 1.6% |
| Other values (156) | 253 |
Latin
| Value | Count | Frequency (%) |
| e | 12782 | 9.6% |
| n | 10735 | 8.0% |
| i | 9981 | 7.5% |
| a | 9922 | 7.4% |
| o | 9678 | 7.3% |
| t | 8980 | 6.7% |
| r | 8768 | 6.6% |
| s | 7387 | 5.5% |
| l | 4683 | 3.5% |
| c | 4401 | 3.3% |
| Other values (68) | 46061 |
Common
| Value | Count | Frequency (%) |
| 20290 | ||
| : | 989 | 4.0% |
| - | 648 | 2.6% |
| 1 | 363 | 1.5% |
| , | 340 | 1.4% |
| 2 | 238 | 1.0% |
| & | 230 | 0.9% |
| 0 | 222 | 0.9% |
| . | 167 | 0.7% |
| 5 | 150 | 0.6% |
| Other values (54) | 1256 | 5.0% |
Katakana
| Value | Count | Frequency (%) |
| ス | 19 | 9.9% |
| ン | 17 | 8.9% |
| タ | 14 | 7.3% |
| ト | 12 | 6.2% |
| ッ | 10 | 5.2% |
| ギ | 10 | 5.2% |
| レ | 8 | 4.2% |
| ル | 7 | 3.6% |
| リ | 7 | 3.6% |
| イ | 6 | 3.1% |
| Other values (36) | 82 |
Hiragana
| Value | Count | Frequency (%) |
| で | 19 | 10.6% |
| の | 17 | 9.5% |
| る | 15 | 8.4% |
| を | 12 | 6.7% |
| に | 11 | 6.1% |
| う | 7 | 3.9% |
| き | 7 | 3.9% |
| な | 7 | 3.9% |
| ぶ | 5 | 2.8% |
| も | 5 | 2.8% |
| Other values (32) | 74 |
Cyrillic
| Value | Count | Frequency (%) |
| а | 28 | |
| н | 20 | 9.2% |
| о | 19 | 8.7% |
| и | 19 | 8.7% |
| р | 14 | 6.4% |
| т | 13 | 6.0% |
| е | 12 | 5.5% |
| в | 10 | 4.6% |
| л | 10 | 4.6% |
| м | 8 | 3.7% |
| Other values (23) | 65 |
Arabic
| Value | Count | Frequency (%) |
| ل | 46 | |
| ا | 41 | |
| و | 24 | 8.4% |
| ي | 19 | 6.7% |
| م | 19 | 6.7% |
| ر | 16 | 5.6% |
| ت | 14 | 4.9% |
| س | 14 | 4.9% |
| د | 10 | 3.5% |
| ة | 10 | 3.5% |
| Other values (18) | 72 |
Hangul
| Value | Count | Frequency (%) |
| 만 | 1 | |
| 캔 | 1 | |
| 바 | 1 | |
| 로 | 1 | |
| 콘 | 1 | |
| 텐 | 1 | |
| 츠 | 1 | |
| 들 | 1 | |
| 기 | 1 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 157736 | |
| None | 455 | 0.3% |
| CJK | 318 | 0.2% |
| Arabic | 285 | 0.2% |
| Cyrillic | 218 | 0.1% |
| Katakana | 215 | 0.1% |
| Hiragana | 179 | 0.1% |
| Punctuation | 49 | < 0.1% |
| Hangul | 9 | < 0.1% |
| Number Forms | 4 | < 0.1% |
| Other values (2) | 4 | < 0.1% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 20290 | 12.9% | |
| e | 12782 | 8.1% |
| n | 10735 | 6.8% |
| i | 9981 | 6.3% |
| a | 9922 | 6.3% |
| o | 9678 | 6.1% |
| t | 8980 | 5.7% |
| r | 8768 | 5.6% |
| s | 7387 | 4.7% |
| l | 4683 | 3.0% |
| Other values (79) | 54530 |
None
| Value | Count | Frequency (%) |
| ó | 141 | |
| á | 51 | 11.2% |
| í | 49 | 10.8% |
| é | 38 | 8.4% |
| ñ | 24 | 5.3% |
| ã | 16 | 3.5% |
| ç | 15 | 3.3% |
| 12 | 2.6% | |
| ® | 12 | 2.6% |
| ú | 12 | 2.6% |
| Other values (33) | 85 |
Arabic
| Value | Count | Frequency (%) |
| ل | 46 | |
| ا | 41 | |
| و | 24 | 8.4% |
| ي | 19 | 6.7% |
| م | 19 | 6.7% |
| ر | 16 | 5.6% |
| ت | 14 | 4.9% |
| س | 14 | 4.9% |
| د | 10 | 3.5% |
| ة | 10 | 3.5% |
| Other values (18) | 72 |
Cyrillic
| Value | Count | Frequency (%) |
| а | 28 | |
| н | 20 | 9.2% |
| о | 19 | 8.7% |
| и | 19 | 8.7% |
| р | 14 | 6.4% |
| т | 13 | 6.0% |
| е | 12 | 5.5% |
| в | 10 | 4.6% |
| л | 10 | 4.6% |
| м | 8 | 3.7% |
| Other values (23) | 65 |
Punctuation
| Value | Count | Frequency (%) |
| – | 24 | |
| ’ | 24 | |
| — | 1 | 2.0% |
Katakana
| Value | Count | Frequency (%) |
| ー | 23 | 10.7% |
| ス | 19 | 8.8% |
| ン | 17 | 7.9% |
| タ | 14 | 6.5% |
| ト | 12 | 5.6% |
| ッ | 10 | 4.7% |
| ギ | 10 | 4.7% |
| レ | 8 | 3.7% |
| ル | 7 | 3.3% |
| リ | 7 | 3.3% |
| Other values (37) | 88 |
Hiragana
| Value | Count | Frequency (%) |
| で | 19 | 10.6% |
| の | 17 | 9.5% |
| る | 15 | 8.4% |
| を | 12 | 6.7% |
| に | 11 | 6.1% |
| う | 7 | 3.9% |
| き | 7 | 3.9% |
| な | 7 | 3.9% |
| ぶ | 5 | 2.8% |
| も | 5 | 2.8% |
| Other values (32) | 74 |
CJK
| Value | Count | Frequency (%) |
| 学 | 14 | 4.4% |
| 資 | 7 | 2.2% |
| 日 | 7 | 2.2% |
| 入 | 6 | 1.9% |
| 基 | 6 | 1.9% |
| 投 | 5 | 1.6% |
| 礎 | 5 | 1.6% |
| 分 | 5 | 1.6% |
| 生 | 5 | 1.6% |
| 式 | 5 | 1.6% |
| Other values (156) | 253 |
Letterlike Symbols
| Value | Count | Frequency (%) |
| ™ | 2 |
Number Forms
| Value | Count | Frequency (%) |
| Ⅰ | 2 | |
| Ⅱ | 1 | |
| Ⅲ | 1 |
Math Operators
| Value | Count | Frequency (%) |
| ≪ | 1 | |
| ≫ | 1 |
Hangul
| Value | Count | Frequency (%) |
| 만 | 1 | |
| 캔 | 1 | |
| 바 | 1 | |
| 로 | 1 | |
| 콘 | 1 | |
| 텐 | 1 | |
| 츠 | 1 | |
| 들 | 1 | |
| 기 | 1 |
is_paid
Boolean
HIGH CORRELATION  MISSING 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 491 |
| Missing (%) | 13.3% |
| Memory size | 28.9 KiB |
| True | |
|---|---|
| False | |
| (Missing) |
| Value | Count | Frequency (%) |
| True | 2126 | |
| False | 1070 | |
| (Missing) | 491 | 13.3% |
price
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 38 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 491 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.110138 |
| Minimum | 0 |
|---|---|
| Maximum | 200 |
| Zeros | 1070 |
| Zeros (%) | 29.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 28.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 30 |
| Q3 | 80 |
| 95-th percentile | 200 |
| Maximum | 200 |
| Range | 200 |
| Interquartile range (IQR) | 80 |
Descriptive statistics
| Standard deviation | 63.108782 |
|---|---|
| Coefficient of variation (CV) | 1.1882624 |
| Kurtosis | 0.37585896 |
| Mean | 53.110138 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 1.2496335 |
| Sum | 169740 |
| Variance | 3982.7184 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1070 | |
| 20 | 396 | 10.7% |
| 50 | 256 | 6.9% |
| 200 | 212 | 5.7% |
| 40 | 148 | 4.0% |
| 30 | 113 | 3.1% |
| 95 | 105 | 2.8% |
| 100 | 105 | 2.8% |
| 195 | 101 | 2.7% |
| 25 | 86 | 2.3% |
| Other values (28) | 604 | |
| (Missing) | 491 |
| Value | Count | Frequency (%) |
| 0 | 1070 | |
| 20 | 396 | 10.7% |
| 25 | 86 | 2.3% |
| 30 | 113 | 3.1% |
| 35 | 67 | 1.8% |
| 40 | 148 | 4.0% |
| 45 | 64 | 1.7% |
| 50 | 256 | 6.9% |
| 55 | 24 | 0.7% |
| 60 | 62 | 1.7% |
| Value | Count | Frequency (%) |
| 200 | 212 | |
| 195 | 101 | |
| 190 | 8 | 0.2% |
| 185 | 5 | 0.1% |
| 180 | 14 | 0.4% |
| 175 | 10 | 0.3% |
| 170 | 2 | 0.1% |
| 165 | 5 | 0.1% |
| 160 | 3 | 0.1% |
| 155 | 1 | < 0.1% |
num_subscribers
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 2630 |
|---|---|
| Distinct (%) | 71.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 46260.841 |
| Minimum | 0 |
|---|---|
| Maximum | 32000000 |
| Zeros | 20 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 28.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 652.5 |
| median | 4005 |
| Q3 | 22984 |
| 95-th percentile | 120013.3 |
| Maximum | 32000000 |
| Range | 32000000 |
| Interquartile range (IQR) | 22331.5 |
Descriptive statistics
| Standard deviation | 705431.65 |
|---|---|
| Coefficient of variation (CV) | 15.249002 |
| Kurtosis | 1597.3903 |
| Mean | 46260.841 |
| Median Absolute Deviation (MAD) | 3947 |
| Skewness | 38.938328 |
| Sum | 1.7056372 × 108 |
| Variance | 4.9763381 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 20 | 0.5% |
| 120000 | 15 | 0.4% |
| 130000 | 13 | 0.4% |
| 7 | 13 | 0.4% |
| 1 | 13 | 0.4% |
| 11 | 12 | 0.3% |
| 2 | 12 | 0.3% |
| 12000 | 11 | 0.3% |
| 110000 | 11 | 0.3% |
| 5 | 10 | 0.3% |
| Other values (2620) | 3557 |
| Value | Count | Frequency (%) |
| 0 | 20 | |
| 1 | 13 | |
| 2 | 12 | |
| 3 | 7 | 0.2% |
| 4 | 7 | 0.2% |
| 5 | 10 | |
| 6 | 5 | 0.1% |
| 7 | 13 | |
| 8 | 6 | 0.2% |
| 9 | 10 |
| Value | Count | Frequency (%) |
| 32000000 | 1 | |
| 25000000 | 1 | |
| 13000000 | 1 | |
| 2442271 | 1 | |
| 1103777 | 1 | |
| 1022489 | 1 | |
| 760000 | 1 | |
| 750000 | 1 | |
| 698950 | 1 | |
| 642088 | 1 |
level
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 287 |
| Missing (%) | 7.8% |
| Memory size | 28.9 KiB |
| Beginner | |
|---|---|
| All | |
| Intermediate | |
| Expert | 120 |
Length
| Max length | 12 |
|---|---|
| Median length | 8 |
| Mean length | 6.6532353 |
| Min length | 3 |
Characters and Unicode
| Total characters | 22621 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | All |
|---|---|
| 2nd row | All |
| 3rd row | Intermediate |
| 4th row | All |
| 5th row | Intermediate |
Common Values
| Value | Count | Frequency (%) |
| Beginner | 1460 | |
| All | 1291 | |
| Intermediate | 529 | 14.3% |
| Expert | 120 | 3.3% |
| (Missing) | 287 | 7.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| beginner | 1460 | |
| all | 1291 | |
| intermediate | 529 | 15.6% |
| expert | 120 | 3.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 4627 | |
| n | 3449 | |
| l | 2582 | |
| r | 2109 | |
| i | 1989 | |
| B | 1460 | 6.5% |
| g | 1460 | 6.5% |
| A | 1291 | 5.7% |
| t | 1178 | 5.2% |
| I | 529 | 2.3% |
| Other values (6) | 1947 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 19221 | |
| Uppercase Letter | 3400 | 15.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 4627 | |
| n | 3449 | |
| l | 2582 | |
| r | 2109 | |
| i | 1989 | |
| g | 1460 | 7.6% |
| t | 1178 | 6.1% |
| m | 529 | 2.8% |
| d | 529 | 2.8% |
| a | 529 | 2.8% |
| Other values (2) | 240 | 1.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 1460 | |
| A | 1291 | |
| I | 529 | 15.6% |
| E | 120 | 3.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 22621 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 4627 | |
| n | 3449 | |
| l | 2582 | |
| r | 2109 | |
| i | 1989 | |
| B | 1460 | 6.5% |
| g | 1460 | 6.5% |
| A | 1291 | 5.7% |
| t | 1178 | 5.2% |
| I | 529 | 2.3% |
| Other values (6) | 1947 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22621 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 4627 | |
| n | 3449 | |
| l | 2582 | |
| r | 2109 | |
| i | 1989 | |
| B | 1460 | 6.5% |
| g | 1460 | 6.5% |
| A | 1291 | 5.7% |
| t | 1178 | 5.2% |
| I | 529 | 2.3% |
| Other values (6) | 1947 |
content_duration
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 115 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 491 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 310.8531 |
| Minimum | 0.31666667 |
|---|---|
| Maximum | 3024 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 28.9 KiB |
Quantile statistics
| Minimum | 0.31666667 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1.5 |
| median | 4 |
| Q3 | 672 |
| 95-th percentile | 1680 |
| Maximum | 3024 |
| Range | 3023.6833 |
| Interquartile range (IQR) | 670.5 |
Descriptive statistics
| Standard deviation | 576.2475 |
|---|---|
| Coefficient of variation (CV) | 1.8537614 |
| Kurtosis | 3.2497266 |
| Mean | 310.8531 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.9340923 |
| Sum | 993486.52 |
| Variance | 332061.18 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.5 | 331 | 9.0% |
| 1 | 325 | 8.8% |
| 2 | 259 | 7.0% |
| 2.5 | 180 | 4.9% |
| 1008 | 173 | 4.7% |
| 3 | 162 | 4.4% |
| 672 | 159 | 4.3% |
| 3.5 | 121 | 3.3% |
| 840 | 119 | 3.2% |
| 4 | 98 | 2.7% |
| Other values (105) | 1269 | |
| (Missing) | 491 | 13.3% |
| Value | Count | Frequency (%) |
| 0.3166666667 | 1 | < 0.1% |
| 0.4666666667 | 1 | < 0.1% |
| 0.5 | 9 | |
| 0.5166666667 | 6 | 0.2% |
| 0.5333333333 | 13 | |
| 0.55 | 8 | |
| 0.5666666667 | 11 | |
| 0.5833333333 | 6 | 0.2% |
| 0.6 | 8 | |
| 0.6166666667 | 16 |
| Value | Count | Frequency (%) |
| 3024 | 3 | 0.1% |
| 2856 | 1 | < 0.1% |
| 2688 | 12 | 0.3% |
| 2520 | 18 | 0.5% |
| 2352 | 15 | 0.4% |
| 2184 | 6 | 0.2% |
| 2016 | 34 | |
| 1848 | 6 | 0.2% |
| 1680 | 79 | |
| 1512 | 20 | 0.5% |
rating
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 867 |
| Missing (%) | 23.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.2868794 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 4 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 28.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.4 |
| Q1 | 4 |
| median | 4.4 |
| Q3 | 4.6 |
| 95-th percentile | 4.8 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.495934 |
|---|---|
| Coefficient of variation (CV) | 0.11568648 |
| Kurtosis | 11.535028 |
| Mean | 4.2868794 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -2.2072273 |
| Sum | 12089 |
| Variance | 0.24595053 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.4 | 376 | |
| 4.6 | 341 | 9.2% |
| 4.8 | 276 | 7.5% |
| 4.2 | 272 | 7.4% |
| 4.7 | 215 | 5.8% |
| 4 | 201 | 5.5% |
| 4.5 | 200 | 5.4% |
| 4.3 | 163 | 4.4% |
| 3.8 | 143 | 3.9% |
| 4.1 | 104 | 2.8% |
| Other values (20) | 529 | |
| (Missing) | 867 |
| Value | Count | Frequency (%) |
| 0 | 4 | 0.1% |
| 1 | 5 | 0.1% |
| 2 | 4 | 0.1% |
| 2.2 | 3 | 0.1% |
| 2.5 | 3 | 0.1% |
| 2.6 | 4 | 0.1% |
| 2.7 | 1 | < 0.1% |
| 2.8 | 11 | |
| 2.9 | 1 | < 0.1% |
| 3 | 18 |
| Value | Count | Frequency (%) |
| 5 | 37 | 1.0% |
| 4.9 | 99 | 2.7% |
| 4.8 | 276 | |
| 4.7 | 215 | |
| 4.6 | 341 | |
| 4.5 | 200 | |
| 4.4 | 376 | |
| 4.3 | 163 | |
| 4.2 | 272 | |
| 4.1 | 104 | 2.8% |
language
Categorical
IMBALANCE  MISSING 
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 448 |
| Missing (%) | 12.2% |
| Memory size | 28.9 KiB |
| English | |
|---|---|
| Spanish | 220 |
| Portuguese | 46 |
| Japanese | 29 |
| German | 19 |
| Other values (9) | 53 |
Length
| Max length | 10 |
|---|---|
| Median length | 7 |
| Mean length | 7.0342698 |
| Min length | 4 |
Characters and Unicode
| Total characters | 22784 |
|---|---|
| Distinct characters | 32 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | English |
|---|---|
| 2nd row | English |
| 3rd row | English |
| 4th row | English |
| 5th row | English |
Common Values
| Value | Count | Frequency (%) |
| English | 2872 | |
| Spanish | 220 | 6.0% |
| Portuguese | 46 | 1.2% |
| Japanese | 29 | 0.8% |
| German | 19 | 0.5% |
| French | 17 | 0.5% |
| Arabic | 12 | 0.3% |
| Italian | 8 | 0.2% |
| Russian | 4 | 0.1% |
| Chinese | 4 | 0.1% |
| Other values (4) | 8 | 0.2% |
| (Missing) | 448 | 12.2% |
Length
| Value | Count | Frequency (%) |
| english | 2872 | |
| spanish | 220 | 6.8% |
| portuguese | 46 | 1.4% |
| japanese | 29 | 0.9% |
| german | 19 | 0.6% |
| french | 17 | 0.5% |
| arabic | 12 | 0.4% |
| italian | 8 | 0.2% |
| russian | 4 | 0.1% |
| chinese | 4 | 0.1% |
| Other values (4) | 8 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 3183 | |
| n | 3176 | |
| i | 3128 | |
| h | 3117 | |
| g | 2918 | |
| l | 2880 | |
| E | 2872 | |
| a | 330 | 1.4% |
| p | 249 | 1.1% |
| S | 220 | 1.0% |
| Other values (22) | 711 | 3.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 19545 | |
| Uppercase Letter | 3239 | 14.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 3183 | |
| n | 3176 | |
| i | 3128 | |
| h | 3117 | |
| g | 2918 | |
| l | 2880 | |
| a | 330 | 1.7% |
| p | 249 | 1.3% |
| e | 195 | 1.0% |
| u | 101 | 0.5% |
| Other values (8) | 268 | 1.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 2872 | |
| S | 220 | 6.8% |
| P | 46 | 1.4% |
| J | 29 | 0.9% |
| G | 19 | 0.6% |
| F | 17 | 0.5% |
| A | 12 | 0.4% |
| I | 8 | 0.2% |
| R | 4 | 0.1% |
| C | 4 | 0.1% |
| Other values (4) | 8 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 22784 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 3183 | |
| n | 3176 | |
| i | 3128 | |
| h | 3117 | |
| g | 2918 | |
| l | 2880 | |
| E | 2872 | |
| a | 330 | 1.4% |
| p | 249 | 1.1% |
| S | 220 | 1.0% |
| Other values (22) | 711 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22784 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 3183 | |
| n | 3176 | |
| i | 3128 | |
| h | 3117 | |
| g | 2918 | |
| l | 2880 | |
| E | 2872 | |
| a | 330 | 1.4% |
| p | 249 | 1.1% |
| S | 220 | 1.0% |
| Other values (22) | 711 | 3.1% |
category
Text
| Distinct | 54 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 448 |
| Missing (%) | 12.2% |
| Memory size | 28.9 KiB |
Length
| Max length | 28 |
|---|---|
| Median length | 26 |
| Mean length | 13.103736 |
| Min length | 3 |
Characters and Unicode
| Total characters | 42443 |
|---|---|
| Distinct characters | 42 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 7 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | Finance & Accounting |
|---|---|
| 2nd row | Finance & Accounting |
| 3rd row | Finance & Accounting |
| 4th row | Finance & Accounting |
| 5th row | Finance & Accounting |
| Value | Count | Frequency (%) |
| 1070 | ||
| development | 852 | |
| finance | 763 | |
| accounting | 726 | |
| music | 407 | 7.1% |
| design | 363 | 6.3% |
| science | 159 | 2.8% |
| business | 156 | 2.7% |
| computer | 150 | 2.6% |
| management | 149 | 2.6% |
| Other values (63) | 977 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 5500 | |
| e | 5234 | |
| i | 3561 | 8.4% |
| c | 3469 | 8.2% |
| 2533 | 6.0% | |
| t | 2446 | 5.8% |
| o | 2133 | 5.0% |
| s | 1814 | 4.3% |
| a | 1706 | 4.0% |
| u | 1647 | 3.9% |
| Other values (32) | 12400 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 34153 | |
| Uppercase Letter | 4687 | 11.0% |
| Space Separator | 2533 | 6.0% |
| Other Punctuation | 1070 | 2.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 5500 | |
| e | 5234 | |
| i | 3561 | |
| c | 3469 | |
| t | 2446 | |
| o | 2133 | 6.2% |
| s | 1814 | 5.3% |
| a | 1706 | 5.0% |
| u | 1647 | 4.8% |
| g | 1467 | 4.3% |
| Other values (12) | 5176 |
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 1279 | |
| A | 813 | |
| F | 769 | |
| M | 609 | |
| S | 381 | 8.1% |
| C | 202 | 4.3% |
| B | 190 | 4.1% |
| E | 159 | 3.4% |
| H | 88 | 1.9% |
| L | 81 | 1.7% |
| Other values (8) | 116 | 2.5% |
Space Separator
| Value | Count | Frequency (%) |
| 2533 |
Other Punctuation
| Value | Count | Frequency (%) |
| & | 1070 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 38840 | |
| Common | 3603 | 8.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 5500 | |
| e | 5234 | |
| i | 3561 | 9.2% |
| c | 3469 | 8.9% |
| t | 2446 | 6.3% |
| o | 2133 | 5.5% |
| s | 1814 | 4.7% |
| a | 1706 | 4.4% |
| u | 1647 | 4.2% |
| g | 1467 | 3.8% |
| Other values (30) | 9863 |
Common
| Value | Count | Frequency (%) |
| 2533 | ||
| & | 1070 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 42443 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 5500 | |
| e | 5234 | |
| i | 3561 | 8.4% |
| c | 3469 | 8.2% |
| 2533 | 6.0% | |
| t | 2446 | 5.8% |
| o | 2133 | 5.0% |
| s | 1814 | 4.3% |
| a | 1706 | 4.0% |
| u | 1647 | 3.9% |
| Other values (32) | 12400 |
ingreso_por_curso
Real number (ℝ)
HIGH CORRELATION  MISSING  ZEROS 
| Distinct | 2664 |
|---|---|
| Distinct (%) | 83.4% |
| Missing | 491 |
| Missing (%) | 13.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1783000.8 |
| Minimum | 0 |
|---|---|
| Maximum | 2.1980439 × 108 |
| Zeros | 236 |
| Zeros (%) | 6.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 28.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 9642.5 |
| median | 108835 |
| Q3 | 882197.75 |
| 95-th percentile | 7941362 |
| Maximum | 2.1980439 × 108 |
| Range | 2.1980439 × 108 |
| Interquartile range (IQR) | 872555.25 |
Descriptive statistics
| Standard deviation | 7425632.3 |
|---|---|
| Coefficient of variation (CV) | 4.1646825 |
| Kurtosis | 298.61903 |
| Mean | 1783000.8 |
| Median Absolute Deviation (MAD) | 108775 |
| Skewness | 13.880577 |
| Sum | 5.6984706 × 109 |
| Variance | 5.5140014 × 1013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 236 | 6.4% |
| 200 | 8 | 0.2% |
| 900 | 7 | 0.2% |
| 760 | 5 | 0.1% |
| 60 | 5 | 0.1% |
| 1000 | 5 | 0.1% |
| 540 | 5 | 0.1% |
| 350 | 5 | 0.1% |
| 600 | 5 | 0.1% |
| 1500 | 5 | 0.1% |
| Other values (2654) | 2910 | |
| (Missing) | 491 | 13.3% |
| Value | Count | Frequency (%) |
| 0 | 236 | |
| 20 | 2 | 0.1% |
| 30 | 4 | 0.1% |
| 35 | 1 | < 0.1% |
| 40 | 3 | 0.1% |
| 50 | 2 | 0.1% |
| 60 | 5 | 0.1% |
| 65 | 1 | < 0.1% |
| 70 | 2 | 0.1% |
| 75 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 219804390 | 1 | |
| 127775512 | 1 | |
| 109273923 | 1 | |
| 93442300 | 1 | |
| 80378766 | 1 | |
| 78331914 | 1 | |
| 66843105 | 1 | |
| 66010896 | 1 | |
| 62905500 | 1 | |
| 61684500 | 1 |
plataforma
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 28.9 KiB |
| Udemy | |
|---|---|
| edX | |
| Coursera |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 4.9362625 |
| Min length | 3 |
Characters and Unicode
| Total characters | 18200 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Udemy |
|---|---|
| 2nd row | Udemy |
| 3rd row | Udemy |
| 4th row | Udemy |
| 5th row | Udemy |
Common Values
| Value | Count | Frequency (%) |
| Udemy | 2342 | |
| edX | 854 | 23.2% |
| Coursera | 491 | 13.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| udemy | 2342 | |
| edx | 854 | 23.2% |
| coursera | 491 | 13.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 3687 | |
| d | 3196 | |
| U | 2342 | |
| m | 2342 | |
| y | 2342 | |
| r | 982 | 5.4% |
| X | 854 | 4.7% |
| C | 491 | 2.7% |
| o | 491 | 2.7% |
| u | 491 | 2.7% |
| Other values (2) | 982 | 5.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 14513 | |
| Uppercase Letter | 3687 | 20.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 3687 | |
| d | 3196 | |
| m | 2342 | |
| y | 2342 | |
| r | 982 | 6.8% |
| o | 491 | 3.4% |
| u | 491 | 3.4% |
| s | 491 | 3.4% |
| a | 491 | 3.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| U | 2342 | |
| X | 854 | 23.2% |
| C | 491 | 13.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 18200 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 3687 | |
| d | 3196 | |
| U | 2342 | |
| m | 2342 | |
| y | 2342 | |
| r | 982 | 5.4% |
| X | 854 | 4.7% |
| C | 491 | 2.7% |
| o | 491 | 2.7% |
| u | 491 | 2.7% |
| Other values (2) | 982 | 5.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 18200 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 3687 | |
| d | 3196 | |
| U | 2342 | |
| m | 2342 | |
| y | 2342 | |
| r | 982 | 5.4% |
| X | 854 | 4.7% |
| C | 491 | 2.7% |
| o | 491 | 2.7% |
| u | 491 | 2.7% |
| Other values (2) | 982 | 5.4% |
add_certificate
Boolean
CONSTANT  MISSING 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2833 |
| Missing (%) | 76.8% |
| Memory size | 28.9 KiB |
| True | |
|---|---|
| (Missing) |
| Value | Count | Frequency (%) |
| True | 854 | 23.2% |
| (Missing) | 2833 |
price_Certificate
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 41 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 2833 |
| Missing (%) | 76.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.64286 |
| Minimum | 5 |
|---|---|
| Maximum | 450 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 28.9 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 49 |
| median | 79 |
| Q3 | 149 |
| 95-th percentile | 249 |
| Maximum | 450 |
| Range | 445 |
| Interquartile range (IQR) | 100 |
Descriptive statistics
| Standard deviation | 70.640447 |
|---|---|
| Coefficient of variation (CV) | 0.69498683 |
| Kurtosis | 1.8183625 |
| Mean | 101.64286 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 1.2949606 |
| Sum | 86803 |
| Variance | 4990.0728 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 49 | 240 | 6.5% |
| 99 | 126 | 3.4% |
| 50 | 83 | 2.3% |
| 199 | 73 | 2.0% |
| 149 | 62 | 1.7% |
| 25 | 43 | 1.2% |
| 139 | 31 | 0.8% |
| 150 | 29 | 0.8% |
| 249 | 25 | 0.7% |
| 169 | 19 | 0.5% |
| Other values (31) | 123 | 3.3% |
| (Missing) | 2833 |
| Value | Count | Frequency (%) |
| 5 | 7 | 0.2% |
| 10 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 19 | 2 | 0.1% |
| 25 | 43 | 1.2% |
| 29 | 11 | 0.3% |
| 39 | 9 | 0.2% |
| 40 | 2 | 0.1% |
| 49 | 240 | |
| 50 | 83 | 2.3% |
| Value | Count | Frequency (%) |
| 450 | 1 | < 0.1% |
| 399 | 3 | 0.1% |
| 375 | 1 | < 0.1% |
| 350 | 3 | 0.1% |
| 300 | 3 | 0.1% |
| 299 | 10 | 0.3% |
| 250 | 2 | 0.1% |
| 249 | 25 | |
| 225 | 3 | 0.1% |
| 214 | 3 | 0.1% |
| Id | price | num_subscribers | content_duration | rating | ingreso_por_curso | price_Certificate | is_paid | level | language | plataforma | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Id | 1.000 | -0.555 | 0.730 | 0.644 | 0.289 | 0.582 | 0.000 | 0.795 | 0.266 | 0.130 | 0.894 |
| price | -0.555 | 1.000 | -0.486 | -0.391 | 0.016 | -0.139 | NaN | 0.769 | 0.224 | 0.071 | 0.654 |
| num_subscribers | 0.730 | -0.486 | 1.000 | 0.610 | 0.264 | 0.802 | 0.138 | 1.000 | 0.000 | 0.000 | 0.043 |
| content_duration | 0.644 | -0.391 | 0.610 | 1.000 | 0.133 | 0.682 | 0.094 | 0.845 | 0.301 | 0.126 | 0.993 |
| rating | 0.289 | 0.016 | 0.264 | 0.133 | 1.000 | -0.015 | NaN | 0.087 | 0.078 | 0.262 | 0.421 |
| ingreso_por_curso | 0.582 | -0.139 | 0.802 | 0.682 | -0.015 | 1.000 | 0.625 | 0.151 | 0.074 | 0.000 | 0.181 |
| price_Certificate | 0.000 | NaN | 0.138 | 0.094 | NaN | 0.625 | 1.000 | 1.000 | 0.329 | 0.128 | 1.000 |
| is_paid | 0.795 | 0.769 | 1.000 | 0.845 | 0.087 | 0.151 | 1.000 | 1.000 | 0.452 | 0.223 | 0.850 |
| level | 0.266 | 0.224 | 0.000 | 0.301 | 0.078 | 0.074 | 0.329 | 0.452 | 1.000 | 0.094 | 0.339 |
| language | 0.130 | 0.071 | 0.000 | 0.126 | 0.262 | 0.000 | 0.128 | 0.223 | 0.094 | 1.000 | 0.172 |
| plataforma | 0.894 | 0.654 | 0.043 | 0.993 | 0.421 | 0.181 | 1.000 | 0.850 | 0.339 | 0.172 | 1.000 |
| Id | course_title | is_paid | price | num_subscribers | level | content_duration | rating | language | category | ingreso_por_curso | plataforma | add_certificate | price_Certificate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Ultimate Investment Banking Course | True | 200.0 | 2147.0 | All | 1.5 | 3.6 | English | Finance & Accounting | 429400.0 | Udemy | NaN | NaN |
| 1 | 2 | Complete GST Course & Certification - Grow Your CA Practice | True | 75.0 | 2792.0 | All | 39.0 | 4.4 | English | Finance & Accounting | 209400.0 | Udemy | NaN | NaN |
| 2 | 3 | Financial Modeling for Business Analysts and Consultants | True | 45.0 | 2174.0 | Intermediate | 2.5 | 4.4 | English | Finance & Accounting | 97830.0 | Udemy | NaN | NaN |
| 3 | 4 | Beginner to Pro - Financial Analysis in Excel 2017 | True | 95.0 | 2451.0 | All | 3.0 | 4.2 | English | Finance & Accounting | 232845.0 | Udemy | NaN | NaN |
| 4 | 5 | How To Maximize Your Profits Trading Options | True | 200.0 | 1276.0 | Intermediate | 2.0 | 4.7 | English | Finance & Accounting | 255200.0 | Udemy | NaN | NaN |
| 5 | 6 | Investing And Trading For Beginners: Mastering Price Charts | True | 65.0 | 1540.0 | Beginner | 1.0 | 4.6 | English | Finance & Accounting | 100100.0 | Udemy | NaN | NaN |
| 6 | 7 | Trading Stock Chart Patterns For Immediate, Explosive Gains | True | 95.0 | 2917.0 | All | 2.5 | 4.2 | English | Finance & Accounting | 277115.0 | Udemy | NaN | NaN |
| 7 | 8 | The Only Investment Strategy You Need For Your Retirement | True | 200.0 | 827.0 | All | 1.0 | 3.9 | English | Finance & Accounting | 165400.0 | Udemy | NaN | NaN |
| 8 | 9 | Forex Trading Secrets of the Pros With Amazon's AWS | True | 200.0 | 4284.0 | All | 5.0 | 3.8 | English | Finance & Accounting | 856800.0 | Udemy | NaN | NaN |
| 9 | 10 | Trading Options With Money Flow | True | 200.0 | 1380.0 | All | 1.0 | 4.3 | English | Finance & Accounting | 276000.0 | Udemy | NaN | NaN |
| Id | course_title | is_paid | price | num_subscribers | level | content_duration | rating | language | category | ingreso_por_curso | plataforma | add_certificate | price_Certificate | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3677 | 3678 | Mastering Final Cut Pro | NaN | NaN | 84000.0 | NaN | NaN | 4.5 | NaN | NaN | NaN | Coursera | NaN | NaN |
| 3678 | 3679 | Tricky American English Pronunciation | NaN | NaN | 110000.0 | NaN | NaN | 4.7 | NaN | NaN | NaN | Coursera | NaN | NaN |
| 3679 | 3680 | International Law in Action: A Guide to the International Courts and Tribunals in The Hague | NaN | NaN | 36000.0 | All | NaN | 4.8 | NaN | NaN | NaN | Coursera | NaN | NaN |
| 3680 | 3681 | Geopolitics of Europe | NaN | NaN | 19000.0 | All | NaN | 3.7 | NaN | NaN | NaN | Coursera | NaN | NaN |
| 3681 | 3682 | Osteoarchaeology: The Truth in Our Bones | NaN | NaN | 22000.0 | NaN | NaN | 4.6 | NaN | NaN | NaN | Coursera | NaN | NaN |
| 3682 | 3683 | Mathematics for Machine Learning: PCA | NaN | NaN | 33000.0 | NaN | NaN | 3.4 | NaN | NaN | NaN | Coursera | NaN | NaN |
| 3683 | 3684 | Object Oriented Programming in Java | NaN | NaN | 330000.0 | NaN | NaN | 4.7 | NaN | NaN | NaN | Coursera | NaN | NaN |
| 3684 | 3685 | Математика и Python для анализа данных | NaN | NaN | 67000.0 | NaN | NaN | 4.6 | NaN | NaN | NaN | Coursera | NaN | NaN |
| 3685 | 3686 | Hacia una práctica constructivista en el aula | NaN | NaN | 62000.0 | All | NaN | 4.9 | NaN | NaN | NaN | Coursera | NaN | NaN |
| 3686 | 3687 | A Crash Course in Data Science | NaN | NaN | 130000.0 | NaN | NaN | NaN | NaN | NaN | NaN | Coursera | NaN | NaN |